#!/usr/bin/env python3
from __future__ import annotations

import logging
import argparse
import os
import sys
import json
from pathlib import Path

import numpy as np
from tqdm import tqdm
from typing import Any, Sequence, NamedTuple

# Necessary to load the local gguf package
if "NO_LOCAL_GGUF" not in os.environ and (Path(__file__).parent.parent.parent.parent / 'gguf-py').exists():
    sys.path.insert(0, str(Path(__file__).parent.parent.parent))

import gguf

logger = logging.getLogger("gguf-new-metadata")


class MetadataDetails(NamedTuple):
    type: gguf.GGUFValueType
    value: Any
    description: str = ''


def get_byteorder(reader: gguf.GGUFReader) -> gguf.GGUFEndian:
    if np.uint32(1) == np.uint32(1).newbyteorder("<"):
        # Host is little endian
        host_endian = gguf.GGUFEndian.LITTLE
        swapped_endian = gguf.GGUFEndian.BIG
    else:
        # Sorry PDP or other weird systems that don't use BE or LE.
        host_endian = gguf.GGUFEndian.BIG
        swapped_endian = gguf.GGUFEndian.LITTLE

    if reader.byte_order == "S":
        return swapped_endian
    else:
        return host_endian


def decode_field(field: gguf.ReaderField | None) -> Any:
    if field and field.types:
        main_type = field.types[0]

        if main_type == gguf.GGUFValueType.ARRAY:
            sub_type = field.types[-1]

            if sub_type == gguf.GGUFValueType.STRING:
                return [str(bytes(field.parts[idx]), encoding='utf-8') for idx in field.data]
            else:
                return [pv for idx in field.data for pv in field.parts[idx].tolist()]
        if main_type == gguf.GGUFValueType.STRING:
            return str(bytes(field.parts[-1]), encoding='utf-8')
        else:
            return field.parts[-1][0]

    return None


def get_field_data(reader: gguf.GGUFReader, key: str) -> Any:
    field = reader.get_field(key)

    return decode_field(field)


def find_token(token_list: Sequence[int], token: str) -> Sequence[int]:
    token_ids = [index for index, value in enumerate(token_list) if value == token]

    if len(token_ids) == 0:
        raise LookupError(f'Unable to find "{token}" in token list!')

    return token_ids


def copy_with_new_metadata(reader: gguf.GGUFReader, writer: gguf.GGUFWriter, new_metadata: dict[str, MetadataDetails], remove_metadata: Sequence[str]) -> None:
    for field in reader.fields.values():
        # Suppress virtual fields and fields written by GGUFWriter
        if field.name == gguf.Keys.General.ARCHITECTURE or field.name.startswith('GGUF.'):
            logger.debug(f'Suppressing {field.name}')
            continue

        # Skip old chat templates if we have new ones
        if field.name.startswith(gguf.Keys.Tokenizer.CHAT_TEMPLATE) and gguf.Keys.Tokenizer.CHAT_TEMPLATE in new_metadata:
            logger.debug(f'Skipping {field.name}')
            continue

        if field.name in remove_metadata:
            logger.debug(f'Removing {field.name}')
            continue

        old_val = MetadataDetails(field.types[0], decode_field(field))
        val = new_metadata.get(field.name, old_val)

        if field.name in new_metadata:
            logger.debug(f'Modifying {field.name}: "{old_val.value}" -> "{val.value}" {val.description}')
            del new_metadata[field.name]
        elif val.value is not None:
            logger.debug(f'Copying {field.name}')

        if val.value is not None:
            writer.add_key_value(field.name, val.value, val.type)

    if gguf.Keys.Tokenizer.CHAT_TEMPLATE in new_metadata:
        logger.debug('Adding chat template(s)')
        writer.add_chat_template(new_metadata[gguf.Keys.Tokenizer.CHAT_TEMPLATE].value)
        del new_metadata[gguf.Keys.Tokenizer.CHAT_TEMPLATE]

    for key, val in new_metadata.items():
        logger.debug(f'Adding {key}: "{val.value}" {val.description}')
        writer.add_key_value(key, val.value, val.type)

    total_bytes = 0

    for tensor in reader.tensors:
        total_bytes += tensor.n_bytes
        writer.add_tensor_info(tensor.name, tensor.data.shape, tensor.data.dtype, tensor.data.nbytes, tensor.tensor_type)

    bar = tqdm(desc="Writing", total=total_bytes, unit="byte", unit_scale=True)

    writer.write_header_to_file()
    writer.write_kv_data_to_file()
    writer.write_ti_data_to_file()

    for tensor in reader.tensors:
        writer.write_tensor_data(tensor.data)
        bar.update(tensor.n_bytes)

    writer.close()


def main() -> None:
    tokenizer_metadata = (getattr(gguf.Keys.Tokenizer, n) for n in gguf.Keys.Tokenizer.__dict__.keys() if not n.startswith('_'))
    token_names = dict((n.split('.')[-1][:-len('_token_id')], n) for n in tokenizer_metadata if n.endswith('_token_id'))

    parser = argparse.ArgumentParser(description="Make a copy of a GGUF file with new metadata")
    parser.add_argument("input",                                       type=Path, help="GGUF format model input filename")
    parser.add_argument("output",                                      type=Path, help="GGUF format model output filename")
    parser.add_argument("--general-name",                              type=str,  help="The models general.name", metavar='"name"')
    parser.add_argument("--general-description",                       type=str,  help="The models general.description", metavar='"Description ..."')
    parser.add_argument("--chat-template",                             type=str,  help="Chat template string (or JSON string containing templates)", metavar='"{% ... %} ..."')
    parser.add_argument("--chat-template-config",                      type=Path, help="Config file containing chat template(s)", metavar='tokenizer_config.json')
    parser.add_argument("--pre-tokenizer",                             type=str,  help="The models tokenizer.ggml.pre", metavar='"pre tokenizer"')
    parser.add_argument("--remove-metadata",      action="append",     type=str,  help="Remove metadata (by key name) from output model", metavar='general.url')
    parser.add_argument("--special-token",        action="append",     type=str,  help="Special token by value", nargs=2, metavar=(' | '.join(token_names.keys()), '"<token>"'))
    parser.add_argument("--special-token-by-id",  action="append",     type=str,  help="Special token by id", nargs=2, metavar=(' | '.join(token_names.keys()), '0'))
    parser.add_argument("--force",                action="store_true",            help="Bypass warnings without confirmation")
    parser.add_argument("--verbose",              action="store_true",            help="Increase output verbosity")
    args = parser.parse_args(None if len(sys.argv) > 2 else ["--help"])

    logging.basicConfig(level=logging.DEBUG if args.verbose else logging.INFO)

    new_metadata = {}
    remove_metadata = args.remove_metadata or []

    if args.general_name:
        new_metadata[gguf.Keys.General.NAME] = MetadataDetails(gguf.GGUFValueType.STRING, args.general_name)

    if args.general_description:
        new_metadata[gguf.Keys.General.DESCRIPTION] = MetadataDetails(gguf.GGUFValueType.STRING, args.general_description)

    if args.chat_template:
        new_metadata[gguf.Keys.Tokenizer.CHAT_TEMPLATE] = MetadataDetails(gguf.GGUFValueType.STRING, json.loads(args.chat_template) if args.chat_template.startswith('[') else args.chat_template)

    if args.chat_template_config:
        with open(args.chat_template_config, 'r') as fp:
            config = json.load(fp)
            template = config.get('chat_template')
            if template:
                new_metadata[gguf.Keys.Tokenizer.CHAT_TEMPLATE] = MetadataDetails(gguf.GGUFValueType.STRING, template)

    if args.pre_tokenizer:
        new_metadata[gguf.Keys.Tokenizer.PRE] = MetadataDetails(gguf.GGUFValueType.STRING, args.pre_tokenizer)

    if remove_metadata:
        logger.warning('*** Warning *** Warning *** Warning **')
        logger.warning('* Most metadata is required for a fully functional GGUF file,')
        logger.warning('* removing crucial metadata may result in a corrupt output file!')

        if not args.force:
            logger.warning('* Enter exactly YES if you are positive you want to proceed:')
            response = input('YES, I am sure> ')
            if response != 'YES':
                logger.info("You didn't enter YES. Okay then, see ya!")
                sys.exit(0)

    logger.info(f'* Loading: {args.input}')
    reader = gguf.GGUFReader(args.input, 'r')

    arch = get_field_data(reader, gguf.Keys.General.ARCHITECTURE)
    endianess = get_byteorder(reader)

    token_list = get_field_data(reader, gguf.Keys.Tokenizer.LIST) or []

    for name, token in args.special_token or []:
        if name not in token_names:
            logger.warning(f'Unknown special token "{name}", ignoring...')
        else:
            ids = find_token(token_list, token)
            new_metadata[token_names[name]] = MetadataDetails(gguf.GGUFValueType.UINT32, ids[0], f'= {token}')

            if len(ids) > 1:
                logger.warning(f'Multiple "{token}" tokens found, choosing ID {ids[0]}, use --special-token-by-id if you want another:')
                logger.warning(', '.join(str(i) for i in ids))

    for name, id_string in args.special_token_by_id or []:
        if name not in token_names:
            logger.warning(f'Unknown special token "{name}", ignoring...')
        elif not id_string.isdecimal():
            raise LookupError(f'Token ID "{id_string}" is not a valid ID!')
        else:
            id_int = int(id_string)

            if id_int >= 0 and id_int < len(token_list):
                new_metadata[token_names[name]] = MetadataDetails(gguf.GGUFValueType.UINT32, id_int, f'= {token_list[id_int]}')
            else:
                raise LookupError(f'Token ID {id_int} is not within token list!')

    if os.path.isfile(args.output) and not args.force:
        logger.warning('*** Warning *** Warning *** Warning **')
        logger.warning(f'* The "{args.output}" GGUF file already exists, it will be overwritten!')
        logger.warning('* Enter exactly YES if you are positive you want to proceed:')
        response = input('YES, I am sure> ')
        if response != 'YES':
            logger.info("You didn't enter YES. Okay then, see ya!")
            sys.exit(0)

    logger.info(f'* Writing: {args.output}')
    writer = gguf.GGUFWriter(args.output, arch=arch, endianess=endianess)

    alignment = get_field_data(reader, gguf.Keys.General.ALIGNMENT)
    if alignment is not None:
        logger.debug(f'Setting custom alignment: {alignment}')
        writer.data_alignment = alignment

    copy_with_new_metadata(reader, writer, new_metadata, remove_metadata)


if __name__ == '__main__':
    main()
